{
 "cells": [
  {
   "attachments": {
    "29d2ace2-4ee7-4512-ad79-8f54f23d85a2.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**本文已加入 [**🚀 Python AI 计划**](https://github.com/kzbkzb/Python-AI)，从一个Python小白到一个AI大神，你所需要的所有知识都在 [这里](https://github.com/kzbkzb/Python-AI) 了。**\n",
    "***\n",
    "\n",
    "- **作者**：[K同学啊](https://mp.weixin.qq.com/s/NES9RhtAhbX_jsmGua28dA)\n",
    "- **数据**：公众号内回复 `DL+29`可以获取数据\n",
    "- **代码**：全部代码已放入文中，也可以去我的 [GitHub](https://github.com/kzbkzb/Python-AI) 上下载\n",
    "\n",
    "数据中一共包含1462张数据图片，分为浮标、游轮、渡船、货船、贡多拉、充气船、皮划艇、纸船、帆船等9类。我们将通过`ResNet50`算法实现这9类目标的识别，最后的准确率为`87.0%。`\n",
    "\n",
    "🥇 需要 **项目定制**、**毕设辅导** 的同学可以加我V.信：mtyjkh_\n",
    "\n",
    "我的环境：\n",
    "\n",
    "- 语言环境：Python3.8\n",
    "- 编译器：Jupyter lab\n",
    "- 深度学习环境：TensorFlow2.4.1\n",
    "\n",
    "我们的代码流程图如下所示：\n",
    "![image.png](attachment:29d2ace2-4ee7-4512-ad79-8f54f23d85a2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 一、设置GPU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "gpus = tf.config.list_physical_devices(\"GPU\")\n",
    "\n",
    "if gpus:\n",
    "    gpu0 = gpus[0] #如果有多个GPU，仅使用第0个GPU\n",
    "    tf.config.experimental.set_memory_growth(gpu0, True) #设置GPU显存用量按需使用\n",
    "    tf.config.set_visible_devices([gpu0],\"GPU\")\n",
    "    \n",
    "import matplotlib.pyplot as plt\n",
    "import os,PIL,pathlib\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import warnings\n",
    "from tensorflow import keras\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")#忽略警告信息\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 二、导入数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "图片总数为： 1462\n"
     ]
    }
   ],
   "source": [
    "import pathlib\n",
    "\n",
    "data_dir = \"./29-data/\"\n",
    "data_dir = pathlib.Path(data_dir)\n",
    "image_count = len(list(data_dir.glob('*/*')))\n",
    "print(\"图片总数为：\",image_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 16\n",
    "img_height = 224\n",
    "img_width  = 224"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 1462 files belonging to 9 classes.\n",
      "Using 1316 files for training.\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "关于image_dataset_from_directory()的详细介绍可以参考文章：https://mtyjkh.blog.csdn.net/article/details/117018789\n",
    "\n",
    "通过该方法导入数据时，会同时打乱数据\n",
    "\"\"\"\n",
    "train_ds = tf.keras.preprocessing.image_dataset_from_directory(\n",
    "    data_dir,\n",
    "    validation_split=0.1,\n",
    "    subset=\"training\",\n",
    "    seed=12,\n",
    "    image_size=(img_height, img_width),\n",
    "    batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 1462 files belonging to 9 classes.\n",
      "Using 146 files for validation.\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "关于image_dataset_from_directory()的详细介绍可以参考文章：https://mtyjkh.blog.csdn.net/article/details/117018789\n",
    "\n",
    "通过该方法导入数据时，会同时打乱数据\n",
    "\"\"\"\n",
    "val_ds = tf.keras.preprocessing.image_dataset_from_directory(\n",
    "    data_dir,\n",
    "    validation_split=0.1,\n",
    "    subset=\"validation\",\n",
    "    seed=12,\n",
    "    image_size=(img_height, img_width),\n",
    "    batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据类别有： ['buoy', 'cruise ship', 'ferry boat', 'freight boat', 'gondola', 'inflatable boat', 'kayak', 'paper boat', 'sailboat']\n",
      "需要识别的船一共有9类\n"
     ]
    }
   ],
   "source": [
    "class_names = train_ds.class_names\n",
    "print(\"数据类别有：\",class_names)\n",
    "print(\"需要识别的船一共有%d类\"%len(class_names))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 检查数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(16, 224, 224, 3)\n",
      "(16,)\n"
     ]
    }
   ],
   "source": [
    "for image_batch, labels_batch in train_ds:\n",
    "    print(image_batch.shape)\n",
    "    print(labels_batch.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 配置数据集"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **shuffle() ：** 打乱数据。\n",
    "- **prefetch() ：** 预取数据，加速运行，其详细介绍可以参考我前两篇文章，里面都有讲解。\n",
    "- **cache() ：** 将数据集缓存到内存当中，加速运行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "AUTOTUNE = tf.data.AUTOTUNE\n",
    "\n",
    "def train_preprocessing(image,label):\n",
    "    return (image/255.0,label)\n",
    "\n",
    "train_ds = (\n",
    "    train_ds.cache()\n",
    "    .map(train_preprocessing)    # 这里可以设置预处理函数\n",
    "    .prefetch(buffer_size=AUTOTUNE)\n",
    ")\n",
    "\n",
    "val_ds = (\n",
    "    val_ds.cache()\n",
    "    .map(train_preprocessing)    # 这里可以设置预处理函数\n",
    "    .prefetch(buffer_size=AUTOTUNE)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. 数据可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))  # 图形的宽为10高为5\n",
    "plt.suptitle(\"数据展示\")\n",
    "\n",
    "for images, labels in train_ds.take(1):\n",
    "    for i in range(15):\n",
    "        plt.subplot(4, 5, i + 1)\n",
    "        plt.xticks([])\n",
    "        plt.yticks([])\n",
    "        plt.grid(False)\n",
    "\n",
    "        # 显示图片\n",
    "        plt.imshow(images[i])\n",
    "        # 显示标签\n",
    "        plt.xlabel(class_names[labels[i]-1])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 三、构建模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在这次训练的过程中我发现一个有趣的现象：当我使用复杂的网络时，训练效果不是很理想；当采用相对简单的网络时，效果反而还不错。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "from tensorflow.keras import layers, models, Input\n",
    "from tensorflow.keras.models import Model\n",
    "from tensorflow.keras.layers import Conv2D, MaxPooling2D, Dense, Flatten, Dropout,BatchNormalization,Activation\n",
    "\n",
    "# 加载预训练模型\n",
    "base_model = keras.applications.ResNet50(weights='imagenet', include_top=False, input_shape=(img_width,img_height,3))\n",
    "\n",
    "for layer in base_model.layers:\n",
    "    layer.trainable = True\n",
    "    \n",
    "# Add layers at the end\n",
    "X = base_model.output\n",
    "X = Flatten()(X)\n",
    "\n",
    "X = Dense(512, kernel_initializer='he_uniform')(X)\n",
    "X = Dropout(0.5)(X)\n",
    "X = BatchNormalization()(X)\n",
    "X = Activation('relu')(X)\n",
    "\n",
    "X = Dense(16, kernel_initializer='he_uniform')(X)\n",
    "X = Dropout(0.5)(X)\n",
    "X = BatchNormalization()(X)\n",
    "X = Activation('relu')(X)\n",
    "\n",
    "output = Dense(len(class_names), activation='softmax')(X)\n",
    "\n",
    "model = Model(inputs=base_model.input, outputs=output)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 四、编译"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "optimizer = tf.keras.optimizers.Adam(lr=1e-4)\n",
    "\n",
    "model.compile(optimizer=optimizer,\n",
    "                loss='sparse_categorical_crossentropy',\n",
    "                metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 五、训练模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.callbacks import ModelCheckpoint, Callback, EarlyStopping, ReduceLROnPlateau, LearningRateScheduler\n",
    "\n",
    "NO_EPOCHS = 50\n",
    "PATIENCE  = 5\n",
    "VERBOSE   = 1\n",
    "\n",
    "# 设置动态学习率\n",
    "# annealer = LearningRateScheduler(lambda x: 1e-3 * 0.99 ** (x+NO_EPOCHS))\n",
    "\n",
    "# 设置早停\n",
    "earlystopper = EarlyStopping(monitor='loss', patience=PATIENCE, verbose=VERBOSE)\n",
    "\n",
    "# \n",
    "checkpointer = ModelCheckpoint('best_model.h5',\n",
    "                                monitor='val_accuracy',\n",
    "                                verbose=VERBOSE,\n",
    "                                save_best_only=True,\n",
    "                                save_weights_only=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n",
      "83/83 [==============================] - 17s 109ms/step - loss: 1.8596 - accuracy: 0.3625 - val_loss: 2.2435 - val_accuracy: 0.3699\n",
      "\n",
      "Epoch 00001: val_accuracy improved from -inf to 0.36986, saving model to best_model.h5\n",
      "Epoch 2/50\n",
      "83/83 [==============================] - 8s 94ms/step - loss: 1.5476 - accuracy: 0.5190 - val_loss: 2.1825 - val_accuracy: 0.1575\n",
      "\n",
      "Epoch 00002: val_accuracy did not improve from 0.36986\n",
      "Epoch 3/50\n",
      "83/83 [==============================] - 7s 85ms/step - loss: 1.4120 - accuracy: 0.5813 - val_loss: 2.1147 - val_accuracy: 0.3699\n",
      "\n",
      "Epoch 00003: val_accuracy did not improve from 0.36986\n",
      "Epoch 4/50\n",
      "83/83 [==============================] - 7s 79ms/step - loss: 1.2929 - accuracy: 0.6489 - val_loss: 2.0797 - val_accuracy: 0.2808\n",
      "\n",
      "Epoch 00004: val_accuracy did not improve from 0.36986\n",
      "Epoch 5/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 1.2369 - accuracy: 0.6725 - val_loss: 2.0125 - val_accuracy: 0.4247\n",
      "\n",
      "Epoch 00005: val_accuracy improved from 0.36986 to 0.42466, saving model to best_model.h5\n",
      "Epoch 6/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 1.1852 - accuracy: 0.7052 - val_loss: 1.8194 - val_accuracy: 0.5548\n",
      "\n",
      "Epoch 00006: val_accuracy improved from 0.42466 to 0.55479, saving model to best_model.h5\n",
      "Epoch 7/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 1.1432 - accuracy: 0.7333 - val_loss: 1.6463 - val_accuracy: 0.6370\n",
      "\n",
      "Epoch 00007: val_accuracy improved from 0.55479 to 0.63699, saving model to best_model.h5\n",
      "Epoch 8/50\n",
      "83/83 [==============================] - 6s 78ms/step - loss: 1.1347 - accuracy: 0.7302 - val_loss: 1.5765 - val_accuracy: 0.6507\n",
      "\n",
      "Epoch 00008: val_accuracy improved from 0.63699 to 0.65068, saving model to best_model.h5\n",
      "Epoch 9/50\n",
      "83/83 [==============================] - 7s 79ms/step - loss: 1.0744 - accuracy: 0.7546 - val_loss: 1.4003 - val_accuracy: 0.7808\n",
      "\n",
      "Epoch 00009: val_accuracy improved from 0.65068 to 0.78082, saving model to best_model.h5\n",
      "Epoch 10/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 1.0424 - accuracy: 0.7736 - val_loss: 1.3222 - val_accuracy: 0.8219\n",
      "\n",
      "Epoch 00010: val_accuracy improved from 0.78082 to 0.82192, saving model to best_model.h5\n",
      "Epoch 11/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 1.0025 - accuracy: 0.7819 - val_loss: 1.1740 - val_accuracy: 0.8288\n",
      "\n",
      "Epoch 00011: val_accuracy improved from 0.82192 to 0.82877, saving model to best_model.h5\n",
      "Epoch 12/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 0.9718 - accuracy: 0.8100 - val_loss: 1.1850 - val_accuracy: 0.8630\n",
      "\n",
      "Epoch 00012: val_accuracy improved from 0.82877 to 0.86301, saving model to best_model.h5\n",
      "Epoch 13/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 0.9471 - accuracy: 0.8207 - val_loss: 1.1139 - val_accuracy: 0.8904\n",
      "\n",
      "Epoch 00013: val_accuracy improved from 0.86301 to 0.89041, saving model to best_model.h5\n",
      "Epoch 14/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 0.9442 - accuracy: 0.8040 - val_loss: 1.0265 - val_accuracy: 0.8904\n",
      "\n",
      "Epoch 00014: val_accuracy did not improve from 0.89041\n",
      "Epoch 15/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 0.9224 - accuracy: 0.8260 - val_loss: 1.0092 - val_accuracy: 0.8767\n",
      "\n",
      "Epoch 00015: val_accuracy did not improve from 0.89041\n",
      "Epoch 16/50\n",
      "83/83 [==============================] - 7s 79ms/step - loss: 0.8957 - accuracy: 0.8260 - val_loss: 1.0144 - val_accuracy: 0.8836\n",
      "\n",
      "Epoch 00016: val_accuracy did not improve from 0.89041\n",
      "Epoch 17/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 0.8689 - accuracy: 0.8305 - val_loss: 0.9687 - val_accuracy: 0.8973\n",
      "\n",
      "Epoch 00017: val_accuracy improved from 0.89041 to 0.89726, saving model to best_model.h5\n",
      "Epoch 18/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 0.8512 - accuracy: 0.8351 - val_loss: 0.9470 - val_accuracy: 0.8836\n",
      "\n",
      "Epoch 00018: val_accuracy did not improve from 0.89726\n",
      "Epoch 19/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 0.8403 - accuracy: 0.8351 - val_loss: 0.9394 - val_accuracy: 0.8904\n",
      "\n",
      "Epoch 00019: val_accuracy did not improve from 0.89726\n",
      "Epoch 20/50\n",
      "83/83 [==============================] - 7s 80ms/step - loss: 0.8186 - accuracy: 0.8579 - val_loss: 0.8628 - val_accuracy: 0.8767\n",
      "\n",
      "Epoch 00020: val_accuracy did not improve from 0.89726\n",
      "Epoch 21/50\n",
      "83/83 [==============================] - 7s 82ms/step - loss: 0.7969 - accuracy: 0.8518 - val_loss: 0.8461 - val_accuracy: 0.8973\n",
      "\n",
      "Epoch 00021: val_accuracy did not improve from 0.89726\n",
      "Epoch 22/50\n",
      "83/83 [==============================] - 7s 79ms/step - loss: 0.7774 - accuracy: 0.8594 - val_loss: 0.8578 - val_accuracy: 0.8904\n",
      "\n",
      "Epoch 00022: val_accuracy did not improve from 0.89726\n",
      "Epoch 23/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 0.7580 - accuracy: 0.8571 - val_loss: 0.8602 - val_accuracy: 0.8973\n",
      "\n",
      "Epoch 00023: val_accuracy did not improve from 0.89726\n",
      "Epoch 24/50\n",
      "83/83 [==============================] - 7s 79ms/step - loss: 0.7512 - accuracy: 0.8609 - val_loss: 0.7813 - val_accuracy: 0.9041\n",
      "\n",
      "Epoch 00024: val_accuracy improved from 0.89726 to 0.90411, saving model to best_model.h5\n",
      "Epoch 25/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 0.7374 - accuracy: 0.8632 - val_loss: 0.7265 - val_accuracy: 0.8973\n",
      "\n",
      "Epoch 00025: val_accuracy did not improve from 0.90411\n",
      "Epoch 26/50\n",
      "83/83 [==============================] - 7s 79ms/step - loss: 0.7239 - accuracy: 0.8701 - val_loss: 0.7750 - val_accuracy: 0.8630\n",
      "\n",
      "Epoch 00026: val_accuracy did not improve from 0.90411\n",
      "Epoch 27/50\n",
      "83/83 [==============================] - 7s 80ms/step - loss: 0.7089 - accuracy: 0.8625 - val_loss: 0.7365 - val_accuracy: 0.9041\n",
      "\n",
      "Epoch 00027: val_accuracy did not improve from 0.90411\n",
      "Epoch 28/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 0.7022 - accuracy: 0.8754 - val_loss: 0.7117 - val_accuracy: 0.8904\n",
      "\n",
      "Epoch 00028: val_accuracy did not improve from 0.90411\n",
      "Epoch 29/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 0.6801 - accuracy: 0.8891 - val_loss: 0.6671 - val_accuracy: 0.8904\n",
      "\n",
      "Epoch 00029: val_accuracy did not improve from 0.90411\n",
      "Epoch 30/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 0.6770 - accuracy: 0.8701 - val_loss: 0.6844 - val_accuracy: 0.8973\n",
      "\n",
      "Epoch 00030: val_accuracy did not improve from 0.90411\n",
      "Epoch 31/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 0.6555 - accuracy: 0.8670 - val_loss: 0.6596 - val_accuracy: 0.8973\n",
      "\n",
      "Epoch 00031: val_accuracy did not improve from 0.90411\n",
      "Epoch 32/50\n",
      "83/83 [==============================] - 7s 79ms/step - loss: 0.6443 - accuracy: 0.8754 - val_loss: 0.6415 - val_accuracy: 0.8836\n",
      "\n",
      "Epoch 00032: val_accuracy did not improve from 0.90411\n",
      "Epoch 33/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 0.6297 - accuracy: 0.8875 - val_loss: 0.6030 - val_accuracy: 0.8973\n",
      "\n",
      "Epoch 00033: val_accuracy did not improve from 0.90411\n",
      "Epoch 34/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 0.6161 - accuracy: 0.8769 - val_loss: 0.6372 - val_accuracy: 0.8904\n",
      "\n",
      "Epoch 00034: val_accuracy did not improve from 0.90411\n",
      "Epoch 35/50\n",
      "83/83 [==============================] - 7s 79ms/step - loss: 0.6046 - accuracy: 0.8921 - val_loss: 0.6353 - val_accuracy: 0.8904\n",
      "\n",
      "Epoch 00035: val_accuracy did not improve from 0.90411\n",
      "Epoch 36/50\n",
      "83/83 [==============================] - 7s 79ms/step - loss: 0.5935 - accuracy: 0.8929 - val_loss: 0.7092 - val_accuracy: 0.8562\n",
      "\n",
      "Epoch 00036: val_accuracy did not improve from 0.90411\n",
      "Epoch 37/50\n",
      "83/83 [==============================] - 7s 80ms/step - loss: 0.6007 - accuracy: 0.8951 - val_loss: 0.7405 - val_accuracy: 0.8562\n",
      "\n",
      "Epoch 00037: val_accuracy did not improve from 0.90411\n",
      "Epoch 38/50\n",
      "83/83 [==============================] - 7s 81ms/step - loss: 0.6038 - accuracy: 0.8799 - val_loss: 0.6396 - val_accuracy: 0.8493\n",
      "\n",
      "Epoch 00038: val_accuracy did not improve from 0.90411\n",
      "Epoch 39/50\n",
      "83/83 [==============================] - 7s 80ms/step - loss: 0.5868 - accuracy: 0.8875 - val_loss: 0.7841 - val_accuracy: 0.7808\n",
      "\n",
      "Epoch 00039: val_accuracy did not improve from 0.90411\n",
      "Epoch 40/50\n",
      "83/83 [==============================] - 7s 80ms/step - loss: 0.5773 - accuracy: 0.8929 - val_loss: 0.5999 - val_accuracy: 0.8630\n",
      "\n",
      "Epoch 00040: val_accuracy did not improve from 0.90411\n",
      "Epoch 41/50\n",
      "83/83 [==============================] - 7s 80ms/step - loss: 0.5946 - accuracy: 0.8739 - val_loss: 1.0811 - val_accuracy: 0.6986\n",
      "\n",
      "Epoch 00041: val_accuracy did not improve from 0.90411\n",
      "Epoch 42/50\n",
      "83/83 [==============================] - 7s 79ms/step - loss: 0.5709 - accuracy: 0.8974 - val_loss: 0.5573 - val_accuracy: 0.8699\n",
      "\n",
      "Epoch 00042: val_accuracy did not improve from 0.90411\n",
      "Epoch 43/50\n",
      "83/83 [==============================] - 7s 79ms/step - loss: 0.5653 - accuracy: 0.8815 - val_loss: 0.6484 - val_accuracy: 0.8493\n",
      "\n",
      "Epoch 00043: val_accuracy did not improve from 0.90411\n",
      "Epoch 44/50\n",
      "83/83 [==============================] - 7s 79ms/step - loss: 0.5421 - accuracy: 0.8936 - val_loss: 0.5500 - val_accuracy: 0.8699\n",
      "\n",
      "Epoch 00044: val_accuracy did not improve from 0.90411\n",
      "Epoch 45/50\n",
      "83/83 [==============================] - 7s 79ms/step - loss: 0.5424 - accuracy: 0.8967 - val_loss: 0.5358 - val_accuracy: 0.8630\n",
      "\n",
      "Epoch 00045: val_accuracy did not improve from 0.90411\n",
      "Epoch 46/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 0.5214 - accuracy: 0.9027 - val_loss: 0.5887 - val_accuracy: 0.8630\n",
      "\n",
      "Epoch 00046: val_accuracy did not improve from 0.90411\n",
      "Epoch 47/50\n",
      "83/83 [==============================] - 7s 79ms/step - loss: 0.5223 - accuracy: 0.9149 - val_loss: 0.6421 - val_accuracy: 0.8425\n",
      "\n",
      "Epoch 00047: val_accuracy did not improve from 0.90411\n",
      "Epoch 48/50\n",
      "83/83 [==============================] - 7s 78ms/step - loss: 0.4889 - accuracy: 0.9164 - val_loss: 0.5098 - val_accuracy: 0.9041\n",
      "\n",
      "Epoch 00048: val_accuracy did not improve from 0.90411\n",
      "Epoch 49/50\n",
      "83/83 [==============================] - 7s 79ms/step - loss: 0.4941 - accuracy: 0.9141 - val_loss: 0.4855 - val_accuracy: 0.8699\n",
      "\n",
      "Epoch 00049: val_accuracy did not improve from 0.90411\n",
      "Epoch 50/50\n",
      "83/83 [==============================] - 7s 81ms/step - loss: 0.4809 - accuracy: 0.9111 - val_loss: 0.5607 - val_accuracy: 0.8699\n",
      "\n",
      "Epoch 00050: val_accuracy did not improve from 0.90411\n"
     ]
    }
   ],
   "source": [
    "train_model  = model.fit(train_ds,\n",
    "                  epochs=NO_EPOCHS,\n",
    "                  verbose=1,\n",
    "                  validation_data=val_ds,\n",
    "                  callbacks=[earlystopper, checkpointer])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 六、评估模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 1. Accuracy与Loss图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "acc = train_model.history['accuracy']\n",
    "val_acc = train_model.history['val_accuracy']\n",
    "\n",
    "loss = train_model.history['loss']\n",
    "val_loss = train_model.history['val_loss']\n",
    "\n",
    "epochs_range = range(len(acc))\n",
    "\n",
    "plt.figure(figsize=(12, 4))\n",
    "plt.subplot(1, 2, 1)\n",
    "\n",
    "plt.plot(epochs_range, acc, label='Training Accuracy')\n",
    "plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",
    "plt.legend(loc='lower right')\n",
    "plt.title('Training and Validation Accuracy')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(epochs_range, loss, label='Training Loss')\n",
    "plt.plot(epochs_range, val_loss, label='Validation Loss')\n",
    "plt.legend(loc='upper right')\n",
    "plt.title('Training and Validation Loss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看出模型的波动还是蛮大的，这主要是由于数据较少导致了（1462张图片9个类别），在数据扩充后，情况会得到有效改善的。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 混淆矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "\n",
    "# 定义一个绘制混淆矩阵图的函数\n",
    "def plot_cm(labels, predictions):\n",
    "    \n",
    "    # 生成混淆矩阵\n",
    "    conf_numpy = confusion_matrix(labels, predictions)\n",
    "    # 将矩阵转化为 DataFrame\n",
    "    conf_df = pd.DataFrame(conf_numpy, index=class_names ,columns=class_names)  \n",
    "    \n",
    "    plt.figure(figsize=(8,7))\n",
    "    \n",
    "    sns.heatmap(conf_df, annot=True, fmt=\"d\", cmap=\"BuPu\")\n",
    "    \n",
    "    plt.title('混淆矩阵',fontsize=15)\n",
    "    plt.ylabel('真实值',fontsize=14)\n",
    "    plt.xlabel('预测值',fontsize=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "val_pre   = []\n",
    "val_label = []\n",
    "\n",
    "for images, labels in val_ds:#这里可以取部分验证数据（.take(1)）生成混淆矩阵\n",
    "    for image, label in zip(images, labels):\n",
    "        # 需要给图片增加一个维度\n",
    "        img_array = tf.expand_dims(image, 0) \n",
    "        # 使用模型预测图片中的人物\n",
    "        prediction = model.predict(img_array)\n",
    "\n",
    "        val_pre.append(class_names[np.argmax(prediction)])\n",
    "        val_label.append(class_names[label])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cm(val_label, val_pre)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 各项指标评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 precision    recall  f1-score   support\n",
      "\n",
      "           buoy       1.00      0.67      0.80         3\n",
      "    cruise ship       0.86      0.82      0.84        22\n",
      "     ferry boat       1.00      0.50      0.67         6\n",
      "   freight boat       0.00      0.00      0.00         2\n",
      "        gondola       0.91      1.00      0.96        32\n",
      "inflatable boat       0.00      0.00      0.00         2\n",
      "          kayak       0.76      0.86      0.81        22\n",
      "     paper boat       1.00      0.33      0.50         3\n",
      "       sailboat       0.88      0.96      0.92        54\n",
      "\n",
      "       accuracy                           0.87       146\n",
      "      macro avg       0.71      0.57      0.61       146\n",
      "   weighted avg       0.85      0.87      0.85       146\n",
      "\n",
      "Loss function: 0.5606985688209534, accuracy: 0.8698630332946777\n"
     ]
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "\n",
    "def test_accuracy_report(model):\n",
    "    print(metrics.classification_report(val_label, val_pre, target_names=class_names)) \n",
    "    score = model.evaluate(val_ds, verbose=0)\n",
    "    print('Loss function: %s, accuracy:' % score[0], score[1])\n",
    "    \n",
    "test_accuracy_report(model)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
